Past and future challenges in probabilistic inference 

By Peter Carbonetto

This might my last opportunity to give a talk in front of the lab, so I thought I'd take this opportunity to describe my experiences and my perspectives on probabilistic inference. The content of this talk is mostly non-technical---my intent is to give a frank overview of the challenges of inference in probabilistic models, and to suggest a way in which we should think about approaching these challenges.

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